This paper proposes a novel method of transient stability assessment by adaptive pattern recognition which makes use of an artificial neural network (ANN). A multilayer feed forward network has been applied to a sample nine bus three machine system. A test set pattern chosen outside the region of the learning set patterns giving very close to desirable output (error below 5%) validates the generalising and extrapolating capability of the network after learning. The method has been successfully applied to determine which particular machine goes out of step.
Published in:
Electric Utility Deregulation, Restructuring and Power Technologies, 2004. (DRPT 2004). Proceedings of the 2004 IEEE International Conference on
(Volume:2
)
Date of Conference: 5-8 April 2004